What is enrichment configuration?
Enrichment configuration tells Aragorn AI:
Which column on the main dataset links to the supplementary project
Which supplementary project to use
Optional rules for filtering, latest-record selection, or aggregation
Prerequisites
Main project with a configured primary source and at least one successful sync
Supplementary enrichment project with synced, standardized data
A known linking field (for example,
manager_external_employee_id→external_employee_id)
Configure an enrichment source
1. Add an enrichment
Log in to your Aragorn AI account.
Open Data Projects and select the integration-bound project.
In the pipeline (
Source → Filter → Enrichment → Final dataset), click on "Data Enrichment".Click on
to add new enrichment sourcesIf you are importing fields from another project for enrichment, you need to map two defined values in both data sets first
2. Set the link between datasets
Select the linking column on the main dataset (for example,
manager_external_employee_id).Choose the enrichment project (supplementary source).
Select the matching field in that project (for example,
external_employee_id).
3. Validate with preview
Review the sample preview to confirm linked values align. Use preview matches before creating the enrichment to see which related records will be pulled in.
4. Name the enrichment
Enter a descriptive name (for example, Enrich with manager information).
5. Optional: pre-filtering
Limit which supplementary records are used.
Example condition | Purpose |
| Only U.S. managers |
| Only active employees |
6. Optional: latest record rule (advanced)
Use when the supplementary project has multiple rows per person and you need the most recent one.
Example: Attendance data—group by employee_id, sort by date (most recent first), keep one record per employee.
7. Optional: aggregation (advanced)
Roll multiple related rows into one value per employee.
Example: Sum daily hours_worked into total_weekly_hours.
8. Create and map
Save/create the enrichment.
Complete enrichment mapping.
Run Reprocess last sync or Sync new updates on the main project.
Important notes
Enrichment uses trusted, standardized project data—fix source mapping issues first.
Enrichment supports calculated fields the same way source mapping does.